Nearly a Year of Nuggets

Charles F Vardeman II

2023-08-28

Where we started…

Where we’re going…

Dr. Vardeman, this is a lot of material!

This is meant to provide something of a “Roadmap”!

First some much older nuggets from the beginning…

Old School AI and the Web…

A vision of “Ontologies”, “Linked Data”, and “Software Agents”…

Old School “Cool” AI and the Web (2001)…

The semantic web had a vision of Agents with Shared Understanding through Ontologies, the ability to Use Tools Like the Web and Consume a Web of Linked Data as Distibuted Knowledge Graphs.

What’s an Ontology?

Ontology Design Patterns

Google Search and the “Semantic Web”

Knowledge Graphs

Knowledge Graphs

What’s a Knowledge Graph?

AI in 2023..

The “AI Social Disruption”

Pretrained Foundation Models…

Evolution of Large Language Models

How to Build a ChatGPT?

“The state of GPT” – You should watch this!

“The state of GPT”

Text to numbers…

Base models general representations through “Pre-Training” (GPT)

Base models general representations through “Pre-Training” (GPT)

“Pre-Training Datasets?”

LLama: Open and Efficient Foundation Language Models

LLama: Open and Efficient Foundation Language Models

Gao et al. “The Pile”?

Gao et al. “The Pile”?

What could go wrong?

What could go wrong?

What could go wrong?

“Would I forbid the teaching (if that is the word) of my stories to computers? Not even if I could. I might as well be King Canute, forbidding the tide to come in. Or a Luddite trying to stop industrial progress by hammering a steam loom to pieces.” – Stephen King

What About Trusted AI?

We’re Talking about LLMs!